Pandas Profiling Report

Dataset statistics

Number of variables	28
Number of observations	4930
Missing cells	5940
Missing cells (%)	4.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.3 MiB
Average record size in memory	283.0 B

Variable types

Numeric	27
Categorical	1

Warnings

`Date` has a high cardinality: 4930 distinct values	High cardinality
`Rainfall_Gallicano` is highly correlated with `Rainfall_Calavorno` and 1 other fields	High correlation
`Rainfall_Borgo_a_Mozzano` is highly correlated with `Rainfall_Calavorno` and 1 other fields	High correlation
`Rainfall_Calavorno` is highly correlated with `Rainfall_Gallicano` and 2 other fields	High correlation
`Rainfall_Fabbriche_di_Vallico` is highly correlated with `Rainfall_Gallicano` and 2 other fields	High correlation
`Temperature_Orentano` is highly correlated with `Temperature_Monte_Serra` and 1 other fields	High correlation
`Temperature_Monte_Serra` is highly correlated with `Temperature_Orentano` and 1 other fields	High correlation
`Temperature_Lucca_Orto_Botanico` is highly correlated with `Temperature_Orentano` and 1 other fields	High correlation
`Rainfall_Piaggione` has 365 (7.4%) missing values	Missing
`Depth_to_Groundwater_LT2` has 493 (10.0%) missing values	Missing
`Depth_to_Groundwater_SAL` has 385 (7.8%) missing values	Missing
`Depth_to_Groundwater_PAG` has 1123 (22.8%) missing values	Missing
`Depth_to_Groundwater_CoS` has 801 (16.2%) missing values	Missing
`Depth_to_Groundwater_DIEC` has 1660 (33.7%) missing values	Missing
`Hydrometry_Monte_S_Quirico` has 91 (1.8%) missing values	Missing
`Hydrometry_Piaggione` has 1016 (20.6%) missing values	Missing
`df_index` is uniformly distributed	Uniform
`Date` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`Date` has unique values	Unique
`Rainfall_Gallicano` has 2981 (60.5%) zeros	Zeros
`Rainfall_Pontetetto` has 3102 (62.9%) zeros	Zeros
`Rainfall_Monte_Serra` has 2919 (59.2%) zeros	Zeros
`Rainfall_Orentano` has 2962 (60.1%) zeros	Zeros
`Rainfall_Borgo_a_Mozzano` has 3102 (62.9%) zeros	Zeros
`Rainfall_Piaggione` has 2956 (60.0%) zeros	Zeros
`Rainfall_Calavorno` has 2870 (58.2%) zeros	Zeros
`Rainfall_Croce_Arcana` has 3021 (61.3%) zeros	Zeros
`Rainfall_Tereglio_Coreglia_Antelminelli` has 2919 (59.2%) zeros	Zeros
`Rainfall_Fabbriche_di_Vallico` has 2810 (57.0%) zeros	Zeros
`Temperature_Monte_Serra` has 91 (1.8%) zeros	Zeros
`Temperature_Ponte_a_Moriano` has 1480 (30.0%) zeros	Zeros
`Volume_CSA` has 2557 (51.9%) zeros	Zeros
`Volume_CSAL` has 2557 (51.9%) zeros	Zeros

Reproduction

Analysis started	2021-01-08 17:28:10.847124
Analysis finished	2021-01-08 17:30:31.254711
Duration	2 minutes and 20.41 seconds
Software version	pandas-profiling v2.10.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct	4930
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5688.5
Minimum	3224
Maximum	8153
Zeros	0
Zeros (%)	0.0%
Memory size	38.6 KiB

Quantile statistics

Minimum	3224
5-th percentile	3470.45
Q1	4456.25
median	5688.5
Q3	6920.75
95-th percentile	7906.55
Maximum	8153
Range	4929
Interquartile range (IQR)	2464.5

Descriptive statistics

Standard deviation	1423.312744
Coefficient of variation (CV)	0.2502087974
Kurtosis	-1.2
Mean	5688.5
Median Absolute Deviation (MAD)	1232.5
Skewness	0
Sum	28044305
Variance	2025819.167
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4098	1	< 0.1%
7629	1	< 0.1%
3543	1	< 0.1%
7637	1	< 0.1%
5588	1	< 0.1%
3539	1	< 0.1%
7633	1	< 0.1%
5584	1	< 0.1%
3535	1	< 0.1%
5580	1	< 0.1%
Other values (4920)	4920	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3224	1	< 0.1%
3225	1	< 0.1%
3226	1	< 0.1%
3227	1	< 0.1%
3228	1	< 0.1%
3229	1	< 0.1%
3230	1	< 0.1%
3231	1	< 0.1%
3232	1	< 0.1%
3233	1	< 0.1%

Value	Count	Frequency (%)
8153	1	< 0.1%
8152	1	< 0.1%
8151	1	< 0.1%
8150	1	< 0.1%
8149	1	< 0.1%
8148	1	< 0.1%
8147	1	< 0.1%
8146	1	< 0.1%
8145	1	< 0.1%
8144	1	< 0.1%

Date
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	4930
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	322.7 KiB

06/01/2018	1
17/09/2019	1
02/11/2011	1
19/11/2008	1
02/12/2013	1
Other values (4925)	4925

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	49300
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4930 ?
Unique (%)	100.0%

Sample

1st row	01/01/2007
2nd row	02/01/2007
3rd row	03/01/2007
4th row	04/01/2007
5th row	05/01/2007

Value	Count	Frequency (%)
06/01/2018	1	< 0.1%
17/09/2019	1	< 0.1%
02/11/2011	1	< 0.1%
19/11/2008	1	< 0.1%
02/12/2013	1	< 0.1%
21/05/2009	1	< 0.1%
25/12/2019	1	< 0.1%
19/10/2015	1	< 0.1%
26/09/2017	1	< 0.1%
18/01/2013	1	< 0.1%
Other values (4920)	4920	99.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
06/01/2018	1	< 0.1%
17/09/2019	1	< 0.1%
02/11/2011	1	< 0.1%
19/11/2008	1	< 0.1%
02/12/2013	1	< 0.1%
21/05/2009	1	< 0.1%
25/12/2019	1	< 0.1%
19/10/2015	1	< 0.1%
26/09/2017	1	< 0.1%
18/01/2013	1	< 0.1%
Other values (4920)	4920	99.8%

Most occurring characters

Value	Count	Frequency (%)
0	12640	25.6%
/	9860	20.0%
2	8373	17.0%
1	8237	16.7%
8	1620	3.3%
7	1619	3.3%
9	1596	3.2%
3	1527	3.1%
5	1285	2.6%
6	1272	2.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	39440	80.0%
Other Punctuation	9860	20.0%

Most frequent character per category

Value	Count	Frequency (%)
0	12640	32.0%
2	8373	21.2%
1	8237	20.9%
8	1620	4.1%
7	1619	4.1%
9	1596	4.0%
3	1527	3.9%
5	1285	3.3%
6	1272	3.2%
4	1271	3.2%

Value	Count	Frequency (%)
/	9860	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	49300	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	12640	25.6%
/	9860	20.0%
2	8373	17.0%
1	8237	16.7%
8	1620	3.3%
7	1619	3.3%
9	1596	3.2%
3	1527	3.1%
5	1285	2.6%
6	1272	2.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49300	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	12640	25.6%
/	9860	20.0%
2	8373	17.0%
1	8237	16.7%
8	1620	3.3%
7	1619	3.3%
9	1596	3.2%
3	1527	3.1%
5	1285	2.6%
6	1272	2.6%

Rainfall_Gallicano
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	307
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.036064909
Minimum	0
Maximum	318.8
Zeros	2981
Zeros (%)	60.5%
Memory size	38.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	29.91
Maximum	318.8
Range	318.8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	14.61110301
Coefficient of variation (CV)	2.901293623
Kurtosis	76.12073941
Mean	5.036064909
Median Absolute Deviation (MAD)	0
Skewness	6.537086642
Sum	24827.8
Variance	213.484331
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2981	60.5%
0.2	291	5.9%
0.4	88	1.8%
0.6	77	1.6%
0.8	61	1.2%
1.4	44	0.9%
1.2	43	0.9%
2.2	32	0.6%
1	32	0.6%
1.6	32	0.6%
Other values (297)	1249	25.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2981	60.5%
0.2	291	5.9%
0.4	88	1.8%
0.6	77	1.6%
0.8	61	1.2%
1	32	0.6%
1.2	43	0.9%
1.4	44	0.9%
1.6	32	0.6%
1.8	26	0.5%

Value	Count	Frequency (%)
318.8	1	< 0.1%
212	1	< 0.1%
191.8	1	< 0.1%
161.6	1	< 0.1%
141.2	1	< 0.1%
137.8	1	< 0.1%
137	1	< 0.1%
134.8	1	< 0.1%
132	1	< 0.1%
129.2	1	< 0.1%

Rainfall_Pontetetto
Real number (ℝ_≥0)

ZEROS

Distinct	252
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.566612576
Minimum	0
Maximum	146.6
Zeros	3102
Zeros (%)	62.9%
Memory size	38.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1.2
95-th percentile	22.8
Maximum	146.6
Range	146.6
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	10.07735615
Coefficient of variation (CV)	2.825469808
Kurtosis	34.62466195
Mean	3.566612576
Median Absolute Deviation (MAD)	0
Skewness	4.920393489
Sum	17583.4
Variance	101.553107
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3102	62.9%
0.2	326	6.6%
0.4	101	2.0%
0.6	63	1.3%
0.8	59	1.2%
1.2	48	1.0%
1.4	40	0.8%
1	38	0.8%
2.2	34	0.7%
1.6	32	0.6%
Other values (242)	1087	22.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3102	62.9%
0.2	326	6.6%
0.4	101	2.0%
0.6	63	1.3%
0.8	59	1.2%
1	38	0.8%
1.2	48	1.0%
1.4	40	0.8%
1.6	32	0.6%
1.8	29	0.6%

Value	Count	Frequency (%)
146.6	1	< 0.1%
119	1	< 0.1%
115.4	1	< 0.1%
114.6	1	< 0.1%
100.4	1	< 0.1%
93.8	1	< 0.1%
91.4	1	< 0.1%
85	1	< 0.1%
84.2	1	< 0.1%
84	1	< 0.1%

Rainfall_Monte_Serra
Real number (ℝ_≥0)

ZEROS

Distinct	260
Distinct (%)	5.3%
Missing	6
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	3.996506905
Minimum	0
Maximum	152.2
Zeros	2919
Zeros (%)	59.2%
Memory size	38.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1.6
95-th percentile	25
Maximum	152.2
Range	152.2
Interquartile range (IQR)	1.6

Descriptive statistics

Standard deviation	10.94423755
Coefficient of variation (CV)	2.738450805
Kurtosis	36.99867954
Mean	3.996506905
Median Absolute Deviation (MAD)	0
Skewness	4.999244751
Sum	19678.8
Variance	119.7763356
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2919	59.2%
0.2	335	6.8%
0.4	138	2.8%
0.8	85	1.7%
0.6	74	1.5%
1	55	1.1%
1.2	40	0.8%
2	38	0.8%
2.4	34	0.7%
1.6	29	0.6%
Other values (250)	1177	23.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2919	59.2%
0.2	335	6.8%
0.4	138	2.8%
0.6	74	1.5%
0.8	85	1.7%
1	55	1.1%
1.2	40	0.8%
1.4	27	0.5%
1.6	29	0.6%
1.8	28	0.6%

Value	Count	Frequency (%)
152.2	1	< 0.1%
134	2	< 0.1%
133	1	< 0.1%
120.2	1	< 0.1%
113	1	< 0.1%
108	1	< 0.1%
106	1	< 0.1%
104	1	< 0.1%
99	1	< 0.1%
82.4	1	< 0.1%

Rainfall_Orentano
Real number (ℝ_≥0)

ZEROS

Distinct	233
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.196348884
Minimum	0
Maximum	108.8
Zeros	2962
Zeros (%)	60.1%
Memory size	38.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	20.6
Maximum	108.8
Range	108.8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	8.800379175
Coefficient of variation (CV)	2.753259889
Kurtosis	26.43026249
Mean	3.196348884
Median Absolute Deviation (MAD)	0
Skewness	4.454556154
Sum	15758
Variance	77.44667362
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2962	60.1%
0.2	471	9.6%
0.4	123	2.5%
0.6	71	1.4%
1	57	1.2%
0.8	48	1.0%
1.4	43	0.9%
1.2	36	0.7%
2.4	29	0.6%
2	29	0.6%
Other values (223)	1061	21.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2962	60.1%
0.2	471	9.6%
0.4	123	2.5%
0.6	71	1.4%
0.8	48	1.0%
1	57	1.2%
1.2	36	0.7%
1.4	43	0.9%
1.6	27	0.5%
1.8	25	0.5%

Value	Count	Frequency (%)
108.8	1	< 0.1%
107.4	1	< 0.1%
91.4	1	< 0.1%
78.4	1	< 0.1%
74.8	1	< 0.1%
73	1	< 0.1%
72.2	1	< 0.1%
71	1	< 0.1%
68.6	1	< 0.1%
67	1	< 0.1%

Rainfall_Borgo_a_Mozzano
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	292
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.659107505
Minimum	0
Maximum	176.6
Zeros	3102
Zeros (%)	62.9%
Memory size	38.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1.8
95-th percentile	28.8
Maximum	176.6
Range	176.6
Interquartile range (IQR)	1.8

Descriptive statistics

Standard deviation	12.98566227
Coefficient of variation (CV)	2.787156608
Kurtosis	37.74287771
Mean	4.659107505
Median Absolute Deviation (MAD)	0
Skewness	5.142034053
Sum	22969.4
Variance	168.6274246
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3102	62.9%
0.2	210	4.3%
0.4	86	1.7%
0.6	62	1.3%
0.8	54	1.1%
1	47	1.0%
1.6	45	0.9%
1.4	35	0.7%
1.8	35	0.7%
2.4	32	0.6%
Other values (282)	1222	24.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3102	62.9%
0.2	210	4.3%
0.4	86	1.7%
0.6	62	1.3%
0.8	54	1.1%
1	47	1.0%
1.2	31	0.6%
1.4	35	0.7%
1.6	45	0.9%
1.8	35	0.7%

Value	Count	Frequency (%)
176.6	1	< 0.1%
165.8	1	< 0.1%
153.6	1	< 0.1%
138	1	< 0.1%
135.6	1	< 0.1%
133	1	< 0.1%
124.6	1	< 0.1%
119.2	1	< 0.1%
118.2	1	< 0.1%
118	1	< 0.1%

Rainfall_Piaggione
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	274
Distinct (%)	6.0%
Missing	365
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%

Mean	4.018860898
Minimum	0
Maximum	140.8
Zeros	2956
Zeros (%)	60.0%
Memory size	38.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1.6
95-th percentile	25.76
Maximum	140.8
Range	140.8
Interquartile range (IQR)	1.6

Descriptive statistics

Standard deviation	10.94068609
Coefficient of variation (CV)	2.722335102
Kurtosis	28.69632944
Mean	4.018860898
Median Absolute Deviation (MAD)	0
Skewness	4.560029453
Sum	18346.1
Variance	119.6986122
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2956	60.0%
0.2	142	2.9%
0.4	85	1.7%
0.6	69	1.4%
1.2	48	1.0%
0.8	43	0.9%
1	40	0.8%
1.8	32	0.6%
1.4	30	0.6%
2	30	0.6%
Other values (264)	1090	22.1%
(Missing)	365	7.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2956	60.0%
0.1	2	< 0.1%
0.2	142	2.9%
0.3	1	< 0.1%
0.4	85	1.7%
0.5	1	< 0.1%
0.6	69	1.4%
0.8	43	0.9%
0.9	1	< 0.1%
1	40	0.8%

Value	Count	Frequency (%)
140.8	1	< 0.1%
123.8	1	< 0.1%
117.2	1	< 0.1%
114.4	1	< 0.1%
103.6	1	< 0.1%
99.6	1	< 0.1%
98.4	2	< 0.1%
89.6	1	< 0.1%
84.4	1	< 0.1%
81	1	< 0.1%

Rainfall_Calavorno
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	291
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.651643002
Minimum	0
Maximum	209
Zeros	2870
Zeros (%)	58.2%
Memory size	38.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	28.2
Maximum	209
Range	209
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	12.62829533
Coefficient of variation (CV)	2.714803205
Kurtosis	35.93815937
Mean	4.651643002
Median Absolute Deviation (MAD)	0
Skewness	4.860675052
Sum	22932.6
Variance	159.4738429
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2870	58.2%
0.2	384	7.8%
0.4	113	2.3%
0.6	71	1.4%
0.8	56	1.1%
1	42	0.9%
1.8	35	0.7%
1.2	33	0.7%
1.6	33	0.7%
1.4	33	0.7%
Other values (281)	1260	25.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2870	58.2%
0.2	384	7.8%
0.4	113	2.3%
0.6	71	1.4%
0.8	56	1.1%
1	42	0.9%
1.2	33	0.7%
1.4	33	0.7%
1.6	33	0.7%
1.8	35	0.7%

Value	Count	Frequency (%)
209	1	< 0.1%
155.8	1	< 0.1%
127	1	< 0.1%
123	1	< 0.1%
110.6	1	< 0.1%
109.8	1	< 0.1%
103	1	< 0.1%
100	1	< 0.1%
97	1	< 0.1%
96.8	1	< 0.1%

Rainfall_Croce_Arcana
Real number (ℝ_≥0)

ZEROS

Distinct	208
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.852089249
Minimum	0
Maximum	285
Zeros	3021
Zeros (%)	61.3%
Memory size	38.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1.2
95-th percentile	16
Maximum	285
Range	285
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	9.170555255
Coefficient of variation (CV)	3.215381586
Kurtosis	215.595831
Mean	2.852089249
Median Absolute Deviation (MAD)	0
Skewness	10.25192234
Sum	14060.8
Variance	84.09908368
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3021	61.3%
0.2	247	5.0%
0.4	113	2.3%
0.6	97	2.0%
0.8	83	1.7%
1	82	1.7%
1.2	55	1.1%
2	46	0.9%
1.6	45	0.9%
1.8	42	0.9%
Other values (198)	1099	22.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3021	61.3%
0.2	247	5.0%
0.4	113	2.3%
0.6	97	2.0%
0.8	83	1.7%
1	82	1.7%
1.2	55	1.1%
1.4	40	0.8%
1.6	45	0.9%
1.8	42	0.9%

Value	Count	Frequency (%)
285	1	< 0.1%
127	1	< 0.1%
116.6	1	< 0.1%
115.4	1	< 0.1%
112.6	1	< 0.1%
98	1	< 0.1%
93.6	1	< 0.1%
84.4	1	< 0.1%
74	1	< 0.1%
69.6	1	< 0.1%

Rainfall_Tereglio_Coreglia_Antelminelli
Real number (ℝ_≥0)

ZEROS

Distinct	276
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.270263692
Minimum	0
Maximum	147.2
Zeros	2919
Zeros (%)	59.2%
Memory size	38.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2.2
95-th percentile	25.71
Maximum	147.2
Range	147.2
Interquartile range (IQR)	2.2

Descriptive statistics

Standard deviation	11.33314388
Coefficient of variation (CV)	2.653968162
Kurtosis	32.89615317
Mean	4.270263692
Median Absolute Deviation (MAD)	0
Skewness	4.780640963
Sum	21052.4
Variance	128.4401503
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2919	59.2%
0.2	307	6.2%
0.4	92	1.9%
0.6	78	1.6%
0.8	59	1.2%
1.2	44	0.9%
1.4	44	0.9%
1	42	0.9%
1.6	39	0.8%
1.8	38	0.8%
Other values (266)	1268	25.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2919	59.2%
0.2	307	6.2%
0.4	92	1.9%
0.6	78	1.6%
0.8	59	1.2%
1	42	0.9%
1.2	44	0.9%
1.4	44	0.9%
1.6	39	0.8%
1.8	38	0.8%

Value	Count	Frequency (%)
147.2	1	< 0.1%
147	1	< 0.1%
126.8	1	< 0.1%
123	1	< 0.1%
121.8	1	< 0.1%
106.4	1	< 0.1%
100.2	1	< 0.1%
98.8	1	< 0.1%
97.4	1	< 0.1%
96.8	1	< 0.1%

Rainfall_Fabbriche_di_Vallico
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	338
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.018701826
Minimum	0
Maximum	197
Zeros	2810
Zeros (%)	57.0%
Memory size	38.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	35.6
Maximum	197
Range	197
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	16.51694222
Coefficient of variation (CV)	2.744269894
Kurtosis	32.42213377
Mean	6.018701826
Median Absolute Deviation (MAD)	0
Skewness	4.919805364
Sum	29672.2
Variance	272.8093803
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2810	57.0%
0.2	310	6.3%
0.4	113	2.3%
0.6	69	1.4%
0.8	55	1.1%
1	49	1.0%
1.2	45	0.9%
1.6	44	0.9%
1.8	37	0.8%
1.4	37	0.8%
Other values (328)	1361	27.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2810	57.0%
0.2	310	6.3%
0.4	113	2.3%
0.6	69	1.4%
0.8	55	1.1%
1	49	1.0%
1.2	45	0.9%
1.4	37	0.8%
1.6	44	0.9%
1.8	37	0.8%

Value	Count	Frequency (%)
197	1	< 0.1%
180.6	1	< 0.1%
175.2	1	< 0.1%
172.6	1	< 0.1%
172.2	1	< 0.1%
163.8	1	< 0.1%
160.6	1	< 0.1%
159.4	1	< 0.1%
154.6	1	< 0.1%
151.8	1	< 0.1%

Depth_to_Groundwater_LT2
Real number (ℝ)

MISSING

Distinct	342
Distinct (%)	7.7%
Missing	493
Missing (%)	10.0%
Infinite	0
Infinite (%)	0.0%

Mean	-13.24447374
Minimum	-15.1
Maximum	0
Zeros	2
Zeros (%)	< 0.1%
Memory size	38.6 KiB

Quantile statistics

Minimum	-15.1
5-th percentile	-14.92
Q1	-14.08
median	-12.94
Q3	-12.49
95-th percentile	-12.02
Maximum	0
Range	15.1
Interquartile range (IQR)	1.59

Descriptive statistics

Standard deviation	0.9724866679
Coefficient of variation (CV)	-0.07342584437
Kurtosis	14.16896324
Mean	-13.24447374
Median Absolute Deviation (MAD)	0.62
Skewness	0.7049316047
Sum	-58765.73
Variance	0.9457303192
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-12.95	51	1.0%
-12.69	46	0.9%
-12.48	42	0.9%
-12.31	41	0.8%
-12.79	39	0.8%
-12.94	39	0.8%
-12.81	38	0.8%
-12.25	36	0.7%
-12.41	33	0.7%
-12.3	33	0.7%
Other values (332)	4039	81.9%
(Missing)	493	10.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-15.1	2	< 0.1%
-15.09	2	< 0.1%
-15.08	2	< 0.1%
-15.07	2	< 0.1%
-15.06	4	0.1%
-15.05	8	0.2%
-15.04	7	0.1%
-15.03	10	0.2%
-15.02	13	0.3%
-15.01	9	0.2%

Value	Count	Frequency (%)
0	2	< 0.1%
-11.66	1	< 0.1%
-11.68	1	< 0.1%
-11.72	2	< 0.1%
-11.73	1	< 0.1%
-11.74	1	< 0.1%
-11.75	1	< 0.1%
-11.76	4	0.1%
-11.77	5	0.1%
-11.78	5	0.1%

Depth_to_Groundwater_SAL
Real number (ℝ)

MISSING

Distinct	312
Distinct (%)	6.9%
Missing	385
Missing (%)	7.8%
Infinite	0
Infinite (%)	0.0%

Mean	-5.651273927
Minimum	-7
Maximum	0
Zeros	10
Zeros (%)	0.2%
Memory size	38.6 KiB

Quantile statistics

Minimum	-7
5-th percentile	-6.65
Q1	-6.04
median	-5.68
Q3	-5.3
95-th percentile	-4.59
Maximum	0
Range	7
Interquartile range (IQR)	0.74

Descriptive statistics

Standard deviation	0.6429393953
Coefficient of variation (CV)	-0.1137689313
Kurtosis	12.27189291
Mean	-5.651273927
Median Absolute Deviation (MAD)	0.37
Skewness	1.69000531
Sum	-25685.04
Variance	0.413371066
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-5.65	49	1.0%
-5.71	45	0.9%
-5.43	44	0.9%
-5.76	43	0.9%
-6	42	0.9%
-5.54	40	0.8%
-5.63	40	0.8%
-5.57	40	0.8%
-5.72	39	0.8%
-5.69	39	0.8%
Other values (302)	4124	83.7%
(Missing)	385	7.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7	1	< 0.1%
-6.99	1	< 0.1%
-6.98	2	< 0.1%
-6.97	1	< 0.1%
-6.96	3	0.1%
-6.95	2	< 0.1%
-6.94	1	< 0.1%
-6.93	4	0.1%
-6.92	2	< 0.1%
-6.91	2	< 0.1%

Value	Count	Frequency (%)
0	10	0.2%
-3.38	1	< 0.1%
-3.75	3	0.1%
-3.78	2	< 0.1%
-3.79	2	< 0.1%
-3.8	1	< 0.1%
-3.85	1	< 0.1%
-3.86	1	< 0.1%
-3.87	2	< 0.1%
-3.91	1	< 0.1%

Depth_to_Groundwater_PAG
Real number (ℝ)

MISSING

Distinct	298
Distinct (%)	7.8%
Missing	1123
Missing (%)	22.8%
Infinite	0
Infinite (%)	0.0%

Mean	-1.98630155
Minimum	-3.38
Maximum	-0.09
Zeros	0
Zeros (%)	0.0%
Memory size	38.6 KiB

Quantile statistics

Minimum	-3.38
5-th percentile	-2.98
Q1	-2.55
median	-1.97
Q3	-1.51
95-th percentile	-0.89
Maximum	-0.09
Range	3.29
Interquartile range (IQR)	1.04

Descriptive statistics

Standard deviation	0.6656920914
Coefficient of variation (CV)	-0.3351415053
Kurtosis	-0.8412274527
Mean	-1.98630155
Median Absolute Deviation (MAD)	0.52
Skewness	0.09889902475
Sum	-7561.85
Variance	0.4431459605
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.77	30	0.6%
-1.82	29	0.6%
-1.76	29	0.6%
-2.9	28	0.6%
-2	28	0.6%
-1.67	27	0.5%
-1.75	27	0.5%
-1.87	27	0.5%
-1.74	27	0.5%
-1.66	26	0.5%
Other values (288)	3529	71.6%
(Missing)	1123	22.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.38	2	< 0.1%
-3.37	1	< 0.1%
-3.35	1	< 0.1%
-3.34	2	< 0.1%
-3.33	1	< 0.1%
-3.31	1	< 0.1%
-3.3	4	0.1%
-3.29	2	< 0.1%
-3.28	4	0.1%
-3.27	2	< 0.1%

Value	Count	Frequency (%)
-0.09	2	< 0.1%
-0.24	1	< 0.1%
-0.3	2	< 0.1%
-0.35	1	< 0.1%
-0.36	1	< 0.1%
-0.38	1	< 0.1%
-0.42	1	< 0.1%
-0.43	3	0.1%
-0.44	1	< 0.1%
-0.47	2	< 0.1%

Depth_to_Groundwater_CoS
Real number (ℝ)

MISSING

Distinct	531
Distinct (%)	12.9%
Missing	801
Missing (%)	16.2%
Infinite	0
Infinite (%)	0.0%

Mean	-6.273703076
Minimum	-9.57
Maximum	0
Zeros	4
Zeros (%)	0.1%
Memory size	38.6 KiB

Quantile statistics

Minimum	-9.57
5-th percentile	-8.68
Q1	-7.43
median	-6.11
Q3	-5.06
95-th percentile	-4.42
Maximum	0
Range	9.57
Interquartile range (IQR)	2.37

Descriptive statistics

Standard deviation	1.390210625
Coefficient of variation (CV)	-0.2215933091
Kurtosis	-0.7593803834
Mean	-6.273703076
Median Absolute Deviation (MAD)	1.16
Skewness	-0.2297227203
Sum	-25904.12
Variance	1.932685581
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-5.19	29	0.6%
-5.24	26	0.5%
-4.9	24	0.5%
-4.83	23	0.5%
-4.95	22	0.4%
-5.13	22	0.4%
-5.23	21	0.4%
-5.17	20	0.4%
-4.89	20	0.4%
-6.79	19	0.4%
Other values (521)	3903	79.2%
(Missing)	801	16.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-9.57	1	< 0.1%
-9.53	2	< 0.1%
-9.49	1	< 0.1%
-9.43	1	< 0.1%
-9.39	1	< 0.1%
-9.38	1	< 0.1%
-9.37	1	< 0.1%
-9.36	1	< 0.1%
-9.35	1	< 0.1%
-9.34	3	0.1%

Value	Count	Frequency (%)
0	4	0.1%
-3.95	1	< 0.1%
-3.96	1	< 0.1%
-4.04	2	< 0.1%
-4.05	1	< 0.1%
-4.07	1	< 0.1%
-4.08	1	< 0.1%
-4.09	2	< 0.1%
-4.1	2	< 0.1%
-4.11	1	< 0.1%

Depth_to_Groundwater_DIEC
Real number (ℝ)

MISSING

Distinct	328
Distinct (%)	10.0%
Missing	1660
Missing (%)	33.7%
Infinite	0
Infinite (%)	0.0%

Mean	-3.918639144
Minimum	-4.99
Maximum	-1.03
Zeros	0
Zeros (%)	0.0%
Memory size	38.6 KiB

Quantile statistics

Minimum	-4.99
5-th percentile	-4.7555
Q1	-4.43
median	-4.06
Q3	-3.55
95-th percentile	-2.54
Maximum	-1.03
Range	3.96
Interquartile range (IQR)	0.88

Descriptive statistics

Standard deviation	0.6817528746
Coefficient of variation (CV)	-0.173976947
Kurtosis	1.005473235
Mean	-3.918639144
Median Absolute Deviation (MAD)	0.43
Skewness	1.034598268
Sum	-12813.95
Variance	0.464786982
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4.42	39	0.8%
-4.41	37	0.8%
-4.69	34	0.7%
-4.35	32	0.6%
-4.68	30	0.6%
-4.67	29	0.6%
-4.11	28	0.6%
-4.24	28	0.6%
-4.64	27	0.5%
-4.47	27	0.5%
Other values (318)	2959	60.0%
(Missing)	1660	33.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.99	7	0.1%
-4.98	2	< 0.1%
-4.97	3	0.1%
-4.96	2	< 0.1%
-4.95	3	0.1%
-4.94	1	< 0.1%
-4.93	3	0.1%
-4.92	6	0.1%
-4.91	4	0.1%
-4.9	9	0.2%

Value	Count	Frequency (%)
-1.03	1	< 0.1%
-1.04	2	< 0.1%
-1.16	1	< 0.1%
-1.28	1	< 0.1%
-1.29	1	< 0.1%
-1.37	1	< 0.1%
-1.41	1	< 0.1%
-1.45	1	< 0.1%
-1.49	1	< 0.1%
-1.51	1	< 0.1%

Temperature_Orentano
Real number (ℝ)

HIGH CORRELATION

Distinct	587
Distinct (%)	11.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.04699797
Minimum	-4.65
Maximum	30.95
Zeros	0
Zeros (%)	0.0%
Memory size	38.6 KiB

Quantile statistics

Minimum	-4.65
5-th percentile	4.1
Q1	9.45
median	14.85
Q3	20.8
95-th percentile	25.9775
Maximum	30.95
Range	35.6
Interquartile range (IQR)	11.35

Descriptive statistics

Standard deviation	6.967564923
Coefficient of variation (CV)	0.4630534899
Kurtosis	-0.9634126211
Mean	15.04699797
Median Absolute Deviation (MAD)	5.65
Skewness	-0.02854381984
Sum	74181.7
Variance	48.54696096
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.85	22	0.4%
9.15	22	0.4%
14	20	0.4%
23.35	19	0.4%
19.7	19	0.4%
19.95	18	0.4%
10.7	18	0.4%
16.95	18	0.4%
11.95	18	0.4%
19.25	18	0.4%
Other values (577)	4738	96.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.65	1	< 0.1%
-4.25	1	< 0.1%
-4.05	1	< 0.1%
-2.6	1	< 0.1%
-2.25	1	< 0.1%
-2	2	< 0.1%
-1.85	1	< 0.1%
-1.6	1	< 0.1%
-1.3	1	< 0.1%
-0.9	1	< 0.1%

Value	Count	Frequency (%)
30.95	1	< 0.1%
30.7	1	< 0.1%
29.5	1	< 0.1%
29.45	1	< 0.1%
29.3	1	< 0.1%
29.25	1	< 0.1%
29.2	1	< 0.1%
29.15	2	< 0.1%
29.05	2	< 0.1%
28.95	1	< 0.1%

Temperature_Monte_Serra
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	590
Distinct (%)	12.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.43960446
Minimum	-7.85
Maximum	28.1
Zeros	91
Zeros (%)	1.8%
Memory size	38.6 KiB

Quantile statistics

Minimum	-7.85
5-th percentile	0.6725
Q1	6.2
median	11.125
Q3	16.7
95-th percentile	22.25
Maximum	28.1
Range	35.95
Interquartile range (IQR)	10.5

Descriptive statistics

Standard deviation	6.661711433
Coefficient of variation (CV)	0.5823375672
Kurtosis	-0.8184388913
Mean	11.43960446
Median Absolute Deviation (MAD)	5.225
Skewness	0.07291928106
Sum	56397.25
Variance	44.37839921
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	91	1.8%
5.8	23	0.5%
7.85	22	0.4%
5.4	22	0.4%
6.9	22	0.4%
6.95	21	0.4%
8.3	21	0.4%
6.6	20	0.4%
8.6	20	0.4%
11.05	20	0.4%
Other values (580)	4648	94.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7.85	1	< 0.1%
-7.05	1	< 0.1%
-7	1	< 0.1%
-6.4	1	< 0.1%
-5.85	1	< 0.1%
-5.55	1	< 0.1%
-4.85	1	< 0.1%
-4.7	1	< 0.1%
-4.6	1	< 0.1%
-4.55	1	< 0.1%

Value	Count	Frequency (%)
28.1	1	< 0.1%
27.85	1	< 0.1%
27.8	1	< 0.1%
27.65	1	< 0.1%
27.3	2	< 0.1%
27.25	1	< 0.1%
27.2	1	< 0.1%
27.05	1	< 0.1%
26.95	2	< 0.1%
26.85	1	< 0.1%

Temperature_Ponte_a_Moriano
Real number (ℝ)

ZEROS

Distinct	554
Distinct (%)	11.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.70851927
Minimum	-2.85
Maximum	30.65
Zeros	1480
Zeros (%)	30.0%
Memory size	38.6 KiB

Quantile statistics

Minimum	-2.85
5-th percentile	0
Q1	0
median	10.7
Q3	18.5
95-th percentile	24.95
Maximum	30.65
Range	33.5
Interquartile range (IQR)	18.5

Descriptive statistics

Standard deviation	8.92320329
Coefficient of variation (CV)	0.83328078
Kurtosis	-1.316235767
Mean	10.70851927
Median Absolute Deviation (MAD)	9.45
Skewness	0.1533542418
Sum	52793
Variance	79.62355695
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1480	30.0%
20	18	0.4%
15.3	16	0.3%
12	16	0.3%
18.5	16	0.3%
15.5	16	0.3%
17.25	14	0.3%
21.85	14	0.3%
9.1	14	0.3%
12.3	13	0.3%
Other values (544)	3313	67.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.85	1	< 0.1%
-1.55	1	< 0.1%
-1.25	1	< 0.1%
-1.15	1	< 0.1%
-0.4	1	< 0.1%
-0.2	1	< 0.1%
-0.05	1	< 0.1%
0	1480	30.0%
0.15	1	< 0.1%
0.25	2	< 0.1%

Value	Count	Frequency (%)
30.65	1	< 0.1%
30.35	1	< 0.1%
29.85	1	< 0.1%
29.8	1	< 0.1%
29.35	1	< 0.1%
29.2	1	< 0.1%
29.15	1	< 0.1%
29.1	1	< 0.1%
29.05	1	< 0.1%
28.8	1	< 0.1%

Temperature_Lucca_Orto_Botanico
Real number (ℝ)

HIGH CORRELATION

Distinct	590
Distinct (%)	12.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.61495943
Minimum	-3.3
Maximum	30.35
Zeros	1
Zeros (%)	< 0.1%
Memory size	38.6 KiB

Quantile statistics

Minimum	-3.3
5-th percentile	4.65
Q1	9.85
median	15.425
Q3	21.6
95-th percentile	26.6
Maximum	30.35
Range	33.65
Interquartile range (IQR)	11.75

Descriptive statistics

Standard deviation	7.060147631
Coefficient of variation (CV)	0.4521399919
Kurtosis	-1.023745534
Mean	15.61495943
Median Absolute Deviation (MAD)	5.825
Skewness	-0.02243118529
Sum	76981.75
Variance	49.84568457
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.9	21	0.4%
25.15	21	0.4%
13.95	20	0.4%
9.75	19	0.4%
10.2	19	0.4%
20	18	0.4%
9.55	18	0.4%
13.55	18	0.4%
18.05	18	0.4%
22.45	17	0.3%
Other values (580)	4741	96.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.3	1	< 0.1%
-3.15	1	< 0.1%
-2.85	1	< 0.1%
-1.5	1	< 0.1%
-1.15	1	< 0.1%
-1	1	< 0.1%
-0.75	1	< 0.1%
-0.15	1	< 0.1%
-0.1	2	< 0.1%
0	1	< 0.1%

Value	Count	Frequency (%)
30.35	1	< 0.1%
29.95	1	< 0.1%
29.9	1	< 0.1%
29.8	1	< 0.1%
29.75	1	< 0.1%
29.7	2	< 0.1%
29.6	1	< 0.1%
29.55	2	< 0.1%
29.5	1	< 0.1%
29.45	4	0.1%

Volume_POL
Real number (ℝ)

Distinct	324
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-8897.597653
Minimum	-12789.64516
Maximum	-4114.6704
Zeros	0
Zeros (%)	0.0%
Memory size	38.6 KiB

Quantile statistics

Minimum	-12789.64516
5-th percentile	-11776.73333
Q1	-10500
median	-9214.781184
Q3	-6975.903226
95-th percentile	-5421.6
Maximum	-4114.6704
Range	8674.97476
Interquartile range (IQR)	3524.096774

Descriptive statistics

Standard deviation	2036.525212
Coefficient of variation (CV)	-0.2288848396
Kurtosis	-1.034526046
Mean	-8897.597653
Median Absolute Deviation (MAD)	1641.885486
Skewness	0.2914432421
Sum	-43865156.43
Variance	4147434.938
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-12087.11329	27	0.5%
-10943.424	27	0.5%
-7141.824	27	0.5%
-12097.78994	27	0.5%
-4663.008	27	0.5%
-8309.416129	27	0.5%
-9693.216	27	0.5%
-11492.67742	27	0.5%
-9858.872016	27	0.5%
-8901.912096	27	0.5%
Other values (314)	4660	94.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-12789.64516	26	0.5%
-12420.37058	26	0.5%
-12334.38293	26	0.5%
-12150.1629	5	0.1%
-12097.78994	27	0.5%
-12087.11329	27	0.5%
-11949.3	26	0.5%
-11906.66667	25	0.5%
-11877.41935	27	0.5%
-11799.35205	5	0.1%

Value	Count	Frequency (%)
-4114.6704	5	0.1%
-4331.232	25	0.5%
-4429.8576	4	0.1%
-4663.008	27	0.5%
-4947.7824	4	0.1%
-4958.992653	4	0.1%
-4971.829658	5	0.1%
-5087.85371	4	0.1%
-5129.1792	4	0.1%
-5150.52	4	0.1%

Volume_CC1
Real number (ℝ)

Distinct	312
Distinct (%)	6.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-16148.61172
Minimum	-18601.92
Maximum	-7149.791935
Zeros	0
Zeros (%)	0.0%
Memory size	38.6 KiB

Quantile statistics

Minimum	-18601.92
5-th percentile	-17794.08
Q1	-16924.896
median	-16373.664
Q3	-15759.6192
95-th percentile	-14673.30215
Maximum	-7149.791935
Range	11452.12806
Interquartile range (IQR)	1165.2768

Descriptive statistics

Standard deviation	1515.094922
Coefficient of variation (CV)	-0.09382199217
Kurtosis	13.43544369
Mean	-16148.61172
Median Absolute Deviation (MAD)	593.568
Skewness	3.076148636
Sum	-79612655.77
Variance	2295512.623
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-16675.2	54	1.1%
-16647.552	53	1.1%
-17794.08	53	1.1%
-15837.12	52	1.1%
-15958.08	52	1.1%
-17193.6	51	1.0%
-15365.70234	27	0.5%
-16224.18581	27	0.5%
-16044.48	27	0.5%
-16674.336	27	0.5%
Other values (302)	4507	91.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-18601.92	27	0.5%
-18272.736	26	0.5%
-18234.72	27	0.5%
-18046.368	26	0.5%
-18017.856	24	0.5%
-17982.432	27	0.5%
-17880.48	26	0.5%
-17843.328	26	0.5%
-17801.856	26	0.5%
-17794.08	53	1.1%

Value	Count	Frequency (%)
-7149.791935	5	0.1%
-7455.505	4	0.1%
-7526.096774	26	0.5%
-7847.9	26	0.5%
-9384.543333	4	0.1%
-9878.466667	26	0.5%
-10770.21552	4	0.1%
-10865.42581	5	0.1%
-11045.22097	4	0.1%
-11337.06897	25	0.5%

Volume_CC2
Real number (ℝ)

Distinct	318
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-11661.73345
Minimum	-14438.304
Maximum	-5569.298387
Zeros	0
Zeros (%)	0.0%
Memory size	38.6 KiB

Quantile statistics

Minimum	-14438.304
5-th percentile	-13558.752
Q1	-12723.264
median	-11889.09626
Q3	-10885.536
95-th percentile	-9208.5552
Maximum	-5569.298387
Range	8869.005613
Interquartile range (IQR)	1837.728

Descriptive statistics

Standard deviation	1473.281661
Coefficient of variation (CV)	-0.1263347055
Kurtosis	3.117780805
Mean	-11661.73345
Median Absolute Deviation (MAD)	888.59974
Skewness	1.345374444
Sum	-57492345.91
Variance	2170558.854
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-11509.344	53	1.1%
-12044.16	52	1.1%
-12341.376	52	1.1%
-11443.68	27	0.5%
-12579.84	27	0.5%
-11458.34374	27	0.5%
-12370.752	27	0.5%
-12208.32	27	0.5%
-11241.38323	27	0.5%
-9685.44	27	0.5%
Other values (308)	4584	93.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-14438.304	27	0.5%
-14208.48	26	0.5%
-14103.936	26	0.5%
-13875.84	26	0.5%
-13716.3888	4	0.1%
-13716	27	0.5%
-13668.48	26	0.5%
-13655.52	26	0.5%
-13633.92	27	0.5%
-13564.8	27	0.5%

Value	Count	Frequency (%)
-5569.298387	5	0.1%
-5732.234483	4	0.1%
-5767.633871	4	0.1%
-5862.419355	26	0.5%
-6033.931034	25	0.5%
-6071.193548	27	0.5%
-6700.474383	4	0.1%
-7053.13093	26	0.5%
-7293.395161	5	0.1%
-7677.258065	26	0.5%

Volume_CSA
Real number (ℝ)

ZEROS

Distinct	157
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-2700.913452
Minimum	-7757.258065
Maximum	0
Zeros	2557
Zeros (%)	51.9%
Memory size	38.6 KiB

Quantile statistics

Minimum	-7757.258065
5-th percentile	-6808.766667
Q1	-5686.321429
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	7757.258065
Interquartile range (IQR)	5686.321429

Descriptive statistics

Standard deviation	2900.304217
Coefficient of variation (CV)	-1.073823456
Kurtosis	-1.752594609
Mean	-2700.913452
Median Absolute Deviation (MAD)	0
Skewness	-0.2499111933
Sum	-13315503.32
Variance	8411764.553
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2557	51.9%
-6197.83871	27	0.5%
-6378.967742	27	0.5%
-4835.677419	27	0.5%
-5911	27	0.5%
-6235.290323	27	0.5%
-6786.16129	27	0.5%
-4670.903226	27	0.5%
-6012	27	0.5%
-5106.064516	27	0.5%
Other values (147)	2130	43.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7757.258065	26	0.5%
-7748.580645	27	0.5%
-7508.516129	27	0.5%
-7369.395161	5	0.1%
-7361.151613	4	0.1%
-7349.096774	26	0.5%
-7280	27	0.5%
-7217.129032	27	0.5%
-7133.090323	4	0.1%
-6981.641935	5	0.1%

Value	Count	Frequency (%)
0	2557	51.9%
-2425.41129	4	0.1%
-2461.925	4	0.1%
-2553.064516	27	0.5%
-2591.5	26	0.5%
-2932.159677	5	0.1%
-3086.483871	26	0.5%
-3153.606897	4	0.1%
-3319.586207	25	0.5%
-3630.440323	5	0.1%

Volume_CSAL
Real number (ℝ)

ZEROS

Distinct	157
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-2279.814745
Minimum	-9497.774194
Maximum	0
Zeros	2557
Zeros (%)	51.9%
Memory size	38.6 KiB

Quantile statistics

Minimum	-9497.774194
5-th percentile	-6016.645161
Q1	-4440.354839
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	9497.774194
Interquartile range (IQR)	4440.354839

Descriptive statistics

Standard deviation	2589.094282
Coefficient of variation (CV)	-1.135659943
Kurtosis	-0.6792634794
Mean	-2279.814745
Median Absolute Deviation (MAD)	0
Skewness	-0.6331128141
Sum	-11239486.69
Variance	6703409.201
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2557	51.9%
-4449.612903	27	0.5%
-3561.193548	27	0.5%
-5011.677419	27	0.5%
-4375.612903	27	0.5%
-4255.677419	27	0.5%
-4435.322581	27	0.5%
-3224.354839	27	0.5%
-3680.83871	27	0.5%
-7433.16129	27	0.5%
Other values (147)	2130	43.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-9497.774194	27	0.5%
-9478.333333	26	0.5%
-9179.16129	26	0.5%
-9022.885484	4	0.1%
-9004.416667	4	0.1%
-8772.870968	26	0.5%
-8720.203226	5	0.1%
-8334.227419	5	0.1%
-7956.8	26	0.5%
-7857.206897	25	0.5%

Value	Count	Frequency (%)
0	2557	51.9%
-318.433871	5	0.1%
-335.1935484	26	0.5%
-2573.645	4	0.1%
-2709.1	26	0.5%
-2777.585484	5	0.1%
-2821.285484	5	0.1%
-2870.615	4	0.1%
-2923.774194	26	0.5%
-2969.774194	26	0.5%

Hydrometry_Monte_S_Quirico
Real number (ℝ_≥0)

MISSING

Distinct	143
Distinct (%)	3.0%
Missing	91
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%

Mean	0.2976937384
Minimum	0
Maximum	2.17
Zeros	1
Zeros (%)	< 0.1%
Memory size	38.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.08
Q1	0.14
median	0.23
Q3	0.38
95-th percentile	0.72
Maximum	2.17
Range	2.17
Interquartile range (IQR)	0.24

Descriptive statistics

Standard deviation	0.2235383196
Coefficient of variation (CV)	0.7509003073
Kurtosis	6.987666579
Mean	0.2976937384
Median Absolute Deviation (MAD)	0.11
Skewness	2.124553056
Sum	1440.54
Variance	0.04996938035
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.18	211	4.3%
0.14	180	3.7%
0.09	174	3.5%
0.1	167	3.4%
0.12	165	3.3%
0.11	162	3.3%
0.08	154	3.1%
0.19	152	3.1%
0.16	151	3.1%
0.17	141	2.9%
Other values (133)	3182	64.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.05	14	0.3%
0.06	33	0.7%
0.07	75	1.5%
0.08	154	3.1%
0.09	174	3.5%
0.1	167	3.4%
0.11	162	3.3%
0.12	165	3.3%
0.13	130	2.6%

Value	Count	Frequency (%)
2.17	1	< 0.1%
1.87	1	< 0.1%
1.79	1	< 0.1%
1.73	2	< 0.1%
1.67	1	< 0.1%
1.63	1	< 0.1%
1.58	2	< 0.1%
1.57	1	< 0.1%
1.56	1	< 0.1%
1.53	1	< 0.1%

Hydrometry_Piaggione
Real number (ℝ)

MISSING

Distinct	278
Distinct (%)	7.1%
Missing	1016
Missing (%)	20.6%
Infinite	0
Infinite (%)	0.0%

Mean	-0.6720797138
Minimum	-1.19
Maximum	3.69
Zeros	28
Zeros (%)	0.6%
Memory size	38.6 KiB

Quantile statistics

Minimum	-1.19
5-th percentile	-1.1
Q1	-1.05
median	-0.97
Q3	-0.5625
95-th percentile	0.5
Maximum	3.69
Range	4.88
Interquartile range (IQR)	0.4875

Descriptive statistics

Standard deviation	0.6288803837
Coefficient of variation (CV)	-0.9357229071
Kurtosis	5.689182129
Mean	-0.6720797138
Median Absolute Deviation (MAD)	0.1
Skewness	2.157068906
Sum	-2630.52
Variance	0.395490537
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.07	166	3.4%
-1.06	165	3.3%
-1.01	157	3.2%
-1.05	157	3.2%
-1	145	2.9%
-1.08	132	2.7%
-0.99	128	2.6%
-1.04	124	2.5%
-1.03	124	2.5%
-1.09	122	2.5%
Other values (268)	2494	50.6%
(Missing)	1016	20.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.19	7	0.1%
-1.18	9	0.2%
-1.17	22	0.4%
-1.16	24	0.5%
-1.15	22	0.4%
-1.14	21	0.4%
-1.13	19	0.4%
-1.12	30	0.6%
-1.11	40	0.8%
-1.1	65	1.3%

Value	Count	Frequency (%)
3.69	1	< 0.1%
3.39	1	< 0.1%
3.36	1	< 0.1%
3.26	1	< 0.1%
3.24	1	< 0.1%
2.96	1	< 0.1%
2.84	1	< 0.1%
2.69	1	< 0.1%
2.58	1	< 0.1%
2.51	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	df_index	Date	Rainfall_Gallicano	Rainfall_Pontetetto	Rainfall_Monte_Serra	Rainfall_Orentano	Rainfall_Borgo_a_Mozzano	Rainfall_Piaggione	Rainfall_Calavorno	Rainfall_Croce_Arcana	Rainfall_Tereglio_Coreglia_Antelminelli	Rainfall_Fabbriche_di_Vallico	Depth_to_Groundwater_LT2	Depth_to_Groundwater_SAL	Depth_to_Groundwater_PAG	Depth_to_Groundwater_CoS	Depth_to_Groundwater_DIEC	Temperature_Orentano	Temperature_Lucca_Orto_Botanico	Volume_POL	Volume_CC1	Volume_CC2	Hydrometry_Monte_S_Quirico	Hydrometry_Piaggione
0	3224	01/01/2007	4.0	8.4	25.6	9.6	6.0	10.6	4.2	1.8	21.6	5.2	-15.08	NaN	NaN	-6.23	NaN	13.85	13.15	-11492.67742	-17254.080	-12727.87871	0.24	NaN
1	3225	02/01/2007	28.6	12.0	0.2	6.6	32.8	39.4	34.4	8.8	9.0	38.8	-14.97	NaN	NaN	-6.10	NaN	12.85	9.70	-11492.67742	-17254.080	-12727.87871	0.48	NaN
2	3226	03/01/2007	0.0	0.0	0.0	0.0	0.2	0.0	0.2	0.2	0.0	0.0	-15.05	NaN	NaN	-6.16	NaN	6.40	6.00	-11492.67742	-17254.080	-12727.87871	0.40	NaN
3	3227	04/01/2007	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	7.8	0.0	-15.02	NaN	NaN	-6.11	NaN	5.80	3.10	-11492.67742	-17254.080	-12727.87871	0.36	NaN
4	3228	05/01/2007	7.6	0.0	0.0	0.0	5.4	2.2	5.8	0.0	0.0	7.0	-15.00	NaN	NaN	-6.06	NaN	3.85	8.05	-11492.67742	-17254.080	-12727.87871	0.33	NaN
5	3229	06/01/2007	0.0	0.0	0.0	0.0	0.2	0.0	0.0	0.0	0.0	0.2	-15.05	NaN	NaN	-6.08	NaN	6.70	6.20	-11492.67742	-17254.080	-12727.87871	0.32	NaN
6	3230	07/01/2007	0.6	2.0	15.6	0.6	0.2	0.2	0.4	0.4	3.6	1.2	-15.03	NaN	NaN	-6.05	NaN	6.70	7.80	-10918.04355	-16391.376	-12091.48477	0.27	NaN
7	3231	08/01/2007	24.4	17.2	24.8	14.0	24.6	14.6	32.8	5.2	38.4	38.4	-14.98	NaN	NaN	-5.98	NaN	9.10	12.25	-11492.67742	-17254.080	-12727.87871	0.44	0.65
8	3232	09/01/2007	17.0	17.2	8.2	9.0	5.8	5.6	26.6	2.0	0.2	31.8	-15.01	NaN	NaN	-5.97	NaN	12.40	11.60	-11492.67742	-17254.080	-12727.87871	0.64	1.28
9	3233	10/01/2007	0.0	0.2	0.2	0.2	0.0	0.0	0.2	0.0	0.0	0.0	-15.04	NaN	NaN	-5.95	NaN	9.40	8.95	-11492.67742	-17254.080	-12727.87871	0.50	0.64

Last rows

	df_index	Date	Rainfall_Pontetetto	Depth_to_Groundwater_LT2	Depth_to_Groundwater_SAL	Depth_to_Groundwater_PAG	Depth_to_Groundwater_CoS	Depth_to_Groundwater_DIEC	Temperature_Orentano	Temperature_Monte_Serra	Temperature_Lucca_Orto_Botanico	Volume_POL	Volume_CC1	Volume_CC2	Volume_CSA	Volume_CSAL	Hydrometry_Monte_S_Quirico	Hydrometry_Piaggione
4920	8144	21/06/2020	0.4	-12.31	-5.38	-1.78	-5.39	-3.78	21.35	18.35	22.40	-6829.936207	-7455.505	-8724.261667	-5809.63	-3000.1	0.32	-1.01
4921	8145	22/06/2020	0.0	-12.33	-5.43	-1.85	-5.39	-3.79	23.15	20.75	23.05	-7189.406533	-7847.900	-9183.433333	-6115.40	-3158.0	0.31	-1.02
4922	8146	23/06/2020	0.0	-12.34	-5.35	-1.92	-5.44	-3.81	23.30	21.55	24.30	-7189.406533	-7847.900	-9183.433333	-6115.40	-3158.0	0.27	-1.03
4923	8147	24/06/2020	0.0	-12.35	-5.46	-1.97	-5.51	-3.82	24.30	21.65	25.00	-7189.406533	-7847.900	-9183.433333	-6115.40	-3158.0	0.25	-1.04
4924	8148	25/06/2020	0.0	-12.35	-5.57	-2.03	-5.59	-3.82	23.05	20.25	24.20	-7189.406533	-7847.900	-9183.433333	-6115.40	-3158.0	0.21	-1.05
4925	8149	26/06/2020	0.0	-12.36	0.00	-2.04	0.00	-3.83	23.20	20.75	23.75	-7189.406533	-7847.900	-9183.433333	-6115.40	-3158.0	0.20	-1.03
4926	8150	27/06/2020	0.0	-12.36	-5.50	-2.10	-5.71	-3.84	23.60	21.35	24.30	-7189.406533	-7847.900	-9183.433333	-6115.40	-3158.0	0.21	-1.03
4927	8151	28/06/2020	0.0	-12.37	-5.49	-2.14	-5.73	-3.84	24.00	21.75	24.55	-6829.936207	-7455.505	-8724.261667	-5809.63	-3000.1	0.23	-1.03
4928	8152	29/06/2020	0.0	-12.36	-5.50	-2.15	-5.73	-3.84	22.40	18.90	23.60	-7189.406533	-7847.900	-9183.433333	-6115.40	-3158.0	0.23	-1.02
4929	8153	30/06/2020	0.0	-12.38	-5.56	-2.17	-5.76	-3.85	23.95	19.90	25.05	-7189.406533	-7847.900	-9183.433333	-6115.40	-3158.0	0.21	-1.05

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows